most citedMulti-Scale Convolutional Neural Networks for Time Series Classification

474 citations · 576 across the 5 of their papers we have counts for

collaborators

5 papers

cs.LG2019★ 4 cited

A Factored Generalized Additive Model for Clinical Decision Support in the Operating Room

Zhicheng Cui, Bradley A Fritz, Christopher R King +2

Logistic regression (LR) is widely used in clinical prediction because it is simple to deploy and easy to interpret. Nevertheless, being a linear model, LR has limited expressive c…

cs.LG2019★ 86 cited

D-VAE: A Variational Autoencoder for Directed Acyclic Graphs

Muhan Zhang, Shali Jiang, Zhicheng Cui +2

Graph structured data are abundant in the real world. Among different graph types, directed acyclic graphs (DAGs) are of particular interest to machine learning researchers, as man…

cs.SI2016★ 10 cited

Recovering Metabolic Networks using A Novel Hyperlink Prediction Method

Muhan Zhang, Zhicheng Cui, Tolutola Oyetunde +2

Studying metabolic networks is vital for many areas such as novel drugs and bio-fuels. For biologists, a key challenge is that many reactions are impractical or expensive to be fou…

cs.AI2016★ 2 cited

Extracting Actionability from Machine Learning Models by Sub-optimal Deterministic Planning

Qiang Lyu, Yixin Chen, Zhaorong Li +4

A main focus of machine learning research has been improving the generalization accuracy and efficiency of prediction models. Many models such as SVM, random forest, and deep neura…

cs.CV2016★ 474 cited

Multi-Scale Convolutional Neural Networks for Time Series Classification

Zhicheng Cui, Wenlin Chen, Yixin Chen

Time series classification (TSC), the problem of predicting class labels of time series, has been around for decades within the community of data mining and machine learning, and f…